Dataset statistics
| Number of variables | 51 |
|---|---|
| Number of observations | 9999 |
| Missing cells | 160562 |
| Missing cells (%) | 31.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.9 MiB |
| Average record size in memory | 408.0 B |
Variable types
| NUM | 38 |
|---|---|
| CAT | 8 |
| BOOL | 5 |
TransactionDT is highly correlated with TransactionID | High correlation |
TransactionID is highly correlated with TransactionDT | High correlation |
C2 is highly correlated with C1 and 3 other fields | High correlation |
C1 is highly correlated with C2 and 3 other fields | High correlation |
C6 is highly correlated with C1 and 3 other fields | High correlation |
C8 is highly correlated with C4 and 1 other fields | High correlation |
C4 is highly correlated with C8 and 1 other fields | High correlation |
C9 is highly correlated with C5 and 1 other fields | High correlation |
C5 is highly correlated with C9 and 1 other fields | High correlation |
C10 is highly correlated with C4 and 1 other fields | High correlation |
C11 is highly correlated with C1 and 3 other fields | High correlation |
C13 is highly correlated with C5 and 1 other fields | High correlation |
C14 is highly correlated with C1 and 3 other fields | High correlation |
D2 is highly correlated with D1 | High correlation |
D1 is highly correlated with D2 | High correlation |
D6 is highly correlated with D4 and 1 other fields | High correlation |
D4 is highly correlated with D6 and 1 other fields | High correlation |
D7 is highly correlated with D5 | High correlation |
D5 is highly correlated with D7 | High correlation |
D12 is highly correlated with D4 and 1 other fields | High correlation |
card2 has 119 (1.2%) missing values | Missing |
addr2 has 913 (9.1%) missing values | Missing |
dist1 has 6614 (66.1%) missing values | Missing |
dist2 has 9621 (96.2%) missing values | Missing |
P_emaildomain has 2105 (21.1%) missing values | Missing |
R_emaildomain has 8374 (83.7%) missing values | Missing |
D2 has 4576 (45.8%) missing values | Missing |
D3 has 4272 (42.7%) missing values | Missing |
D4 has 6230 (62.3%) missing values | Missing |
D5 has 7231 (72.3%) missing values | Missing |
D6 has 9508 (95.1%) missing values | Missing |
D7 has 9776 (97.8%) missing values | Missing |
D8 has 8899 (89.0%) missing values | Missing |
D9 has 8899 (89.0%) missing values | Missing |
D10 has 1265 (12.7%) missing values | Missing |
D11 has 7723 (77.2%) missing values | Missing |
D12 has 9593 (95.9%) missing values | Missing |
D13 has 9719 (97.2%) missing values | Missing |
D14 has 9549 (95.5%) missing values | Missing |
D15 has 4930 (49.3%) missing values | Missing |
M1 has 5790 (57.9%) missing values | Missing |
M2 has 5790 (57.9%) missing values | Missing |
M3 has 5790 (57.9%) missing values | Missing |
M4 has 4886 (48.9%) missing values | Missing |
M5 has 5793 (57.9%) missing values | Missing |
M6 has 2572 (25.7%) missing values | Missing |
C3 is highly skewed (γ1 = 29.7433854) | Skewed |
C4 is highly skewed (γ1 = 31.1993148) | Skewed |
C7 is highly skewed (γ1 = 24.06917497) | Skewed |
C8 is highly skewed (γ1 = 29.37530263) | Skewed |
C10 is highly skewed (γ1 = 27.48382957) | Skewed |
C12 is highly skewed (γ1 = 28.31673412) | Skewed |
TransactionID has unique values | Unique |
dist1 has 313 (3.1%) zeros | Zeros |
C3 has 9909 (99.1%) zeros | Zeros |
C4 has 8355 (83.6%) zeros | Zeros |
C5 has 6013 (60.1%) zeros | Zeros |
C6 has 1014 (10.1%) zeros | Zeros |
C7 has 9095 (91.0%) zeros | Zeros |
C8 has 7812 (78.1%) zeros | Zeros |
C9 has 2981 (29.8%) zeros | Zeros |
C10 has 7905 (79.1%) zeros | Zeros |
C12 has 9088 (90.9%) zeros | Zeros |
C13 has 486 (4.9%) zeros | Zeros |
C14 has 492 (4.9%) zeros | Zeros |
D1 has 4523 (45.2%) zeros | Zeros |
D2 has 221 (2.2%) zeros | Zeros |
D3 has 1320 (13.2%) zeros | Zeros |
D4 has 1104 (11.0%) zeros | Zeros |
D5 has 492 (4.9%) zeros | Zeros |
D6 has 314 (3.1%) zeros | Zeros |
D10 has 3394 (33.9%) zeros | Zeros |
D11 has 667 (6.7%) zeros | Zeros |
D12 has 275 (2.8%) zeros | Zeros |
D13 has 231 (2.3%) zeros | Zeros |
D14 has 341 (3.4%) zeros | Zeros |
D15 has 1184 (11.8%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-17 09:58:55.894873 |
|---|---|
| Analysis finished | 2020-10-17 10:02:16.326452 |
| Duration | 3 minutes and 20.43 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 9999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2991999 |
|---|---|
| Minimum | 2987000 |
| Maximum | 2996998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 2987000 |
|---|---|
| 5-th percentile | 2987499.9 |
| Q1 | 2989499.5 |
| median | 2991999 |
| Q3 | 2994498.5 |
| 95-th percentile | 2996498.1 |
| Maximum | 2996998 |
| Range | 9998 |
| Interquartile range (IQR) | 4999 |
Descriptive statistics
| Standard deviation | 2886.607005 |
|---|---|
| Coefficient of variation (CV) | 0.0009647753909 |
| Kurtosis | -1.2 |
| Mean | 2991999 |
| Median Absolute Deviation (MAD) | 2500 |
| Skewness | 0 |
| Sum | 2.9916998e+10 |
| Variance | 8332500 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2988029 | 1 | < 0.1% | |
| 2987360 | 1 | < 0.1% | |
| 2995564 | 1 | < 0.1% | |
| 2989417 | 1 | < 0.1% | |
| 2987368 | 1 | < 0.1% | |
| 2993511 | 1 | < 0.1% | |
| 2991462 | 1 | < 0.1% | |
| 2995556 | 1 | < 0.1% | |
| 2989409 | 1 | < 0.1% | |
| 2993503 | 1 | < 0.1% | |
| Other values (9989) | 9989 | 99.9% |
| Value | Count | Frequency (%) | |
| 2987000 | 1 | < 0.1% | |
| 2987001 | 1 | < 0.1% | |
| 2987002 | 1 | < 0.1% | |
| 2987003 | 1 | < 0.1% | |
| 2987004 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2996998 | 1 | < 0.1% | |
| 2996997 | 1 | < 0.1% | |
| 2996996 | 1 | < 0.1% | |
| 2996995 | 1 | < 0.1% | |
| 2996994 | 1 | < 0.1% |
isFraud
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 0 | |
|---|---|
| 1 | 265 |
| Value | Count | Frequency (%) | |
| 0 | 9734 | 97.3% | |
| 1 | 265 | 2.7% |
| Distinct | 9659 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 186896.8196 |
|---|---|
| Minimum | 86400 |
| Maximum | 313110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 86400 |
|---|---|
| 5-th percentile | 94865.5 |
| Q1 | 146625.5 |
| median | 171642 |
| Q3 | 240106 |
| 95-th percentile | 272421.2 |
| Maximum | 313110 |
| Range | 226710 |
| Interquartile range (IQR) | 93480.5 |
Descriptive statistics
| Standard deviation | 56561.41691 |
|---|---|
| Coefficient of variation (CV) | 0.3026344538 |
| Kurtosis | -0.9648609127 |
| Mean | 186896.8196 |
| Median Absolute Deviation (MAD) | 41973 |
| Skewness | 0.2088639233 |
| Sum | 1868781299 |
| Variance | 3199193883 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 247199 | 3 | < 0.1% | |
| 245928 | 3 | < 0.1% | |
| 255587 | 3 | < 0.1% | |
| 243674 | 3 | < 0.1% | |
| 148537 | 3 | < 0.1% | |
| 150223 | 3 | < 0.1% | |
| 159876 | 3 | < 0.1% | |
| 172224 | 3 | < 0.1% | |
| 154898 | 2 | < 0.1% | |
| 170460 | 2 | < 0.1% | |
| Other values (9649) | 9971 | 99.7% |
| Value | Count | Frequency (%) | |
| 86400 | 1 | < 0.1% | |
| 86401 | 1 | < 0.1% | |
| 86469 | 1 | < 0.1% | |
| 86499 | 1 | < 0.1% | |
| 86506 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 313110 | 1 | < 0.1% | |
| 313099 | 1 | < 0.1% | |
| 313068 | 1 | < 0.1% | |
| 313063 | 1 | < 0.1% | |
| 313058 | 1 | < 0.1% |
TransactionAmt
Real number (ℝ≥0)
| Distinct | 1390 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 131.5394191 |
|---|---|
| Minimum | 1.896 |
| Maximum | 3247.91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1.896 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 44 |
| median | 74.95 |
| Q3 | 131.116 |
| 95-th percentile | 425 |
| Maximum | 3247.91 |
| Range | 3246.014 |
| Interquartile range (IQR) | 87.116 |
Descriptive statistics
| Standard deviation | 215.1460698 |
|---|---|
| Coefficient of variation (CV) | 1.635601489 |
| Kurtosis | 69.10557669 |
| Mean | 131.5394191 |
| Median Absolute Deviation (MAD) | 37.95 |
| Skewness | 6.975465212 |
| Sum | 1315262.652 |
| Variance | 46287.83134 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 50 | 658 | 6.6% | |
| 100 | 653 | 6.5% | |
| 59 | 369 | 3.7% | |
| 117 | 325 | 3.3% | |
| 107.95 | 274 | 2.7% | |
| 25 | 257 | 2.6% | |
| 57.95 | 239 | 2.4% | |
| 40 | 225 | 2.3% | |
| 150 | 217 | 2.2% | |
| 200 | 205 | 2.1% | |
| Other values (1380) | 6577 | 65.8% |
| Value | Count | Frequency (%) | |
| 1.896 | 1 | < 0.1% | |
| 2.326 | 1 | < 0.1% | |
| 2.356 | 2 | < 0.1% | |
| 2.538 | 2 | < 0.1% | |
| 2.802 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3247.91 | 1 | < 0.1% | |
| 3162.95 | 4 | < 0.1% | |
| 3000 | 2 | < 0.1% | |
| 2948.95 | 1 | < 0.1% | |
| 2907.95 | 1 | < 0.1% |
ProductCD
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| W | |
|---|---|
| C | |
| H | |
| R | 305 |
| S | 209 |
| Value | Count | Frequency (%) | |
| W | 7708 | 77.1% | |
| C | 906 | 9.1% | |
| H | 871 | 8.7% | |
| R | 305 | 3.1% | |
| S | 209 | 2.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
card1
Real number (ℝ≥0)
| Distinct | 2057 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9826.242024 |
|---|---|
| Minimum | 1011 |
| Maximum | 18390 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1011 |
|---|---|
| 5-th percentile | 2115 |
| Q1 | 6386.5 |
| median | 9500 |
| Q3 | 13780 |
| 95-th percentile | 17197 |
| Maximum | 18390 |
| Range | 17379 |
| Interquartile range (IQR) | 7393.5 |
Descriptive statistics
| Standard deviation | 4776.491455 |
|---|---|
| Coefficient of variation (CV) | 0.4860954415 |
| Kurtosis | -1.039414826 |
| Mean | 9826.242024 |
| Median Absolute Deviation (MAD) | 3608 |
| Skewness | 0.000981831413 |
| Sum | 98252594 |
| Variance | 22814870.62 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7919 | 910 | 9.1% | |
| 9500 | 223 | 2.2% | |
| 17188 | 177 | 1.8% | |
| 15885 | 145 | 1.5% | |
| 12544 | 126 | 1.3% | |
| 12695 | 104 | 1.0% | |
| 2803 | 103 | 1.0% | |
| 18132 | 96 | 1.0% | |
| 11207 | 96 | 1.0% | |
| 15066 | 95 | 1.0% | |
| Other values (2047) | 7924 | 79.2% |
| Value | Count | Frequency (%) | |
| 1011 | 1 | < 0.1% | |
| 1030 | 2 | < 0.1% | |
| 1033 | 1 | < 0.1% | |
| 1039 | 11 | 0.1% | |
| 1047 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18390 | 1 | < 0.1% | |
| 18387 | 1 | < 0.1% | |
| 18375 | 8 | 0.1% | |
| 18370 | 7 | 0.1% | |
| 18366 | 4 | < 0.1% |
| Distinct | 418 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 119 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 349.2927126 |
|---|---|
| Minimum | 100 |
| Maximum | 600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 111 |
| Q1 | 194 |
| median | 327 |
| Q3 | 500 |
| 95-th percentile | 567 |
| Maximum | 600 |
| Range | 500 |
| Interquartile range (IQR) | 306 |
Descriptive statistics
| Standard deviation | 157.767231 |
|---|---|
| Coefficient of variation (CV) | 0.4516762743 |
| Kurtosis | -1.407941225 |
| Mean | 349.2927126 |
| Median Absolute Deviation (MAD) | 153 |
| Skewness | -0.04216555324 |
| Sum | 3451012 |
| Variance | 24890.49919 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 194 | 938 | 9.4% | |
| 321 | 842 | 8.4% | |
| 111 | 746 | 7.5% | |
| 555 | 700 | 7.0% | |
| 490 | 608 | 6.1% | |
| 583 | 302 | 3.0% | |
| 170 | 259 | 2.6% | |
| 514 | 225 | 2.3% | |
| 360 | 215 | 2.2% | |
| 545 | 208 | 2.1% | |
| Other values (408) | 4837 | 48.4% |
| Value | Count | Frequency (%) | |
| 100 | 130 | 1.3% | |
| 101 | 1 | < 0.1% | |
| 102 | 2 | < 0.1% | |
| 103 | 46 | 0.5% | |
| 104 | 25 | 0.3% |
| Value | Count | Frequency (%) | |
| 600 | 2 | < 0.1% | |
| 599 | 3 | < 0.1% | |
| 598 | 2 | < 0.1% | |
| 596 | 2 | < 0.1% | |
| 595 | 18 | 0.2% |
card3
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152.7342468 |
|---|---|
| Minimum | 100 |
| Maximum | 225 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 150 |
| Q1 | 150 |
| median | 150 |
| Q3 | 150 |
| 95-th percentile | 185 |
| Maximum | 225 |
| Range | 125 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10.19588526 |
|---|---|
| Coefficient of variation (CV) | 0.0667557242 |
| Kurtosis | 8.758784179 |
| Mean | 152.7342468 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.634991341 |
| Sum | 1527037 |
| Variance | 103.9560762 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) | |
| 150 | 9086 | 90.9% | |
| 185 | 791 | 7.9% | |
| 143 | 17 | 0.2% | |
| 146 | 16 | 0.2% | |
| 117 | 14 | 0.1% | |
| 214 | 11 | 0.1% | |
| 144 | 10 | 0.1% | |
| 102 | 7 | 0.1% | |
| 213 | 5 | 0.1% | |
| 100 | 5 | 0.1% | |
| Other values (16) | 36 | 0.4% |
| Value | Count | Frequency (%) | |
| 100 | 5 | 0.1% | |
| 102 | 7 | 0.1% | |
| 106 | 5 | 0.1% | |
| 117 | 14 | 0.1% | |
| 119 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 225 | 1 | < 0.1% | |
| 214 | 11 | 0.1% | |
| 213 | 5 | 0.1% | |
| 210 | 1 | < 0.1% | |
| 203 | 1 | < 0.1% |
card4
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 78.1 KiB |
| visa | |
|---|---|
| mastercard | |
| american express | 112 |
| discover | 92 |
| Value | Count | Frequency (%) | |
| visa | 6208 | 62.1% | |
| mastercard | 3586 | 35.9% | |
| american express | 112 | 1.1% | |
| discover | 92 | 0.9% | |
| (Missing) | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 16 |
|---|---|
| Median length | 4 |
| Mean length | 6.322932293 |
| Min length | 3 |
card5
Real number (ℝ≥0)
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 22 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.3194347 |
|---|---|
| Minimum | 100 |
| Maximum | 237 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 117 |
| Q1 | 166 |
| median | 226 |
| Q3 | 226 |
| 95-th percentile | 226 |
| Maximum | 237 |
| Range | 137 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 39.08679011 |
|---|---|
| Coefficient of variation (CV) | 0.1951223064 |
| Kurtosis | 0.1853782589 |
| Mean | 200.3194347 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.266370642 |
| Sum | 1998587 |
| Variance | 1527.777161 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) | |
| 226 | 4937 | 49.4% | |
| 224 | 1326 | 13.3% | |
| 166 | 1287 | 12.9% | |
| 117 | 453 | 4.5% | |
| 102 | 383 | 3.8% | |
| 202 | 374 | 3.7% | |
| 138 | 252 | 2.5% | |
| 195 | 206 | 2.1% | |
| 219 | 166 | 1.7% | |
| 137 | 159 | 1.6% | |
| Other values (35) | 434 | 4.3% |
| Value | Count | Frequency (%) | |
| 100 | 7 | 0.1% | |
| 102 | 383 | 3.8% | |
| 117 | 453 | 4.5% | |
| 118 | 6 | 0.1% | |
| 126 | 129 | 1.3% |
| Value | Count | Frequency (%) | |
| 237 | 1 | < 0.1% | |
| 236 | 12 | 0.1% | |
| 229 | 38 | 0.4% | |
| 228 | 3 | < 0.1% | |
| 226 | 4937 | 49.4% |
card6
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 78.1 KiB |
| debit | |
|---|---|
| credit |
| Value | Count | Frequency (%) | |
| debit | 7890 | 78.9% | |
| credit | 2108 | 21.1% | |
| (Missing) | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.210621062 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 913 |
| Missing (%) | 9.1% |
| Memory size | 78.1 KiB |
| 87 | |
|---|---|
| 96 | 7 |
| Value | Count | Frequency (%) | |
| 87 | 9079 | 90.8% | |
| 96 | 7 | 0.1% | |
| (Missing) | 913 | 9.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.908690869 |
| Min length | 3 |
| Distinct | 467 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 6614 |
| Missing (%) | 66.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.9190547 |
|---|---|
| Minimum | 0 |
| Maximum | 4474 |
| Zeros | 313 |
| Zeros (%) | 3.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 8 |
| Q3 | 26 |
| 95-th percentile | 776.2 |
| Maximum | 4474 |
| Range | 4474 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 345.1165133 |
|---|---|
| Coefficient of variation (CV) | 2.977219874 |
| Kurtosis | 25.50442355 |
| Mean | 115.9190547 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.5601552 |
| Sum | 392386 |
| Variance | 119105.4077 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 313 | 3.1% | |
| 2 | 239 | 2.4% | |
| 1 | 238 | 2.4% | |
| 3 | 183 | 1.8% | |
| 4 | 181 | 1.8% | |
| 5 | 177 | 1.8% | |
| 6 | 138 | 1.4% | |
| 7 | 124 | 1.2% | |
| 9 | 109 | 1.1% | |
| 11 | 105 | 1.1% | |
| Other values (457) | 1578 | 15.8% | |
| (Missing) | 6614 | 66.1% |
| Value | Count | Frequency (%) | |
| 0 | 313 | 3.1% | |
| 1 | 238 | 2.4% | |
| 2 | 239 | 2.4% | |
| 3 | 183 | 1.8% | |
| 4 | 181 | 1.8% |
| Value | Count | Frequency (%) | |
| 4474 | 1 | < 0.1% | |
| 2751 | 1 | < 0.1% | |
| 2629 | 1 | < 0.1% | |
| 2463 | 1 | < 0.1% | |
| 2457 | 1 | < 0.1% |
| Distinct | 138 |
|---|---|
| Distinct (%) | 36.5% |
| Missing | 9621 |
| Missing (%) | 96.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 290.4814815 |
|---|---|
| Minimum | 0 |
| Maximum | 5521 |
| Zeros | 36 |
| Zeros (%) | 0.4% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7 |
| median | 37.5 |
| Q3 | 285 |
| 95-th percentile | 1528 |
| Maximum | 5521 |
| Range | 5521 |
| Interquartile range (IQR) | 278 |
Descriptive statistics
| Standard deviation | 618.451258 |
|---|---|
| Coefficient of variation (CV) | 2.129055714 |
| Kurtosis | 21.82914019 |
| Mean | 290.4814815 |
| Median Absolute Deviation (MAD) | 36.5 |
| Skewness | 3.974775956 |
| Sum | 109802 |
| Variance | 382481.9585 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7 | 59 | 0.6% | |
| 0 | 36 | 0.4% | |
| 25 | 13 | 0.1% | |
| 1 | 12 | 0.1% | |
| 1528 | 11 | 0.1% | |
| 2 | 10 | 0.1% | |
| 40 | 8 | 0.1% | |
| 6 | 7 | 0.1% | |
| 631 | 7 | 0.1% | |
| 66 | 6 | 0.1% | |
| Other values (128) | 209 | 2.1% | |
| (Missing) | 9621 | 96.2% |
| Value | Count | Frequency (%) | |
| 0 | 36 | 0.4% | |
| 1 | 12 | 0.1% | |
| 2 | 10 | 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 6 | 0.1% |
| Value | Count | Frequency (%) | |
| 5521 | 1 | < 0.1% | |
| 4635 | 1 | < 0.1% | |
| 2527 | 2 | < 0.1% | |
| 2517 | 2 | < 0.1% | |
| 2395 | 2 | < 0.1% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 2105 |
| Missing (%) | 21.1% |
| Memory size | 78.1 KiB |
| gmail.com | |
|---|---|
| yahoo.com | |
| hotmail.com | |
| anonymous.com | |
| aol.com | |
| Other values (45) |
| Value | Count | Frequency (%) | |
| gmail.com | 3677 | 36.8% | |
| yahoo.com | 1726 | 17.3% | |
| hotmail.com | 633 | 6.3% | |
| anonymous.com | 489 | 4.9% | |
| aol.com | 418 | 4.2% | |
| comcast.net | 153 | 1.5% | |
| icloud.com | 98 | 1.0% | |
| outlook.com | 84 | 0.8% | |
| msn.com | 59 | 0.6% | |
| att.net | 53 | 0.5% | |
| Other values (40) | 504 | 5.0% | |
| (Missing) | 2105 | 21.1% |
Frequencies of value counts
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 16 |
|---|---|
| Median length | 9 |
| Mean length | 8.083908391 |
| Min length | 3 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 8374 |
| Missing (%) | 83.7% |
| Memory size | 78.1 KiB |
| gmail.com | |
|---|---|
| hotmail.com | |
| anonymous.com | |
| yahoo.com | |
| outlook.com | 64 |
| Other values (34) |
| Value | Count | Frequency (%) | |
| gmail.com | 642 | 6.4% | |
| hotmail.com | 346 | 3.5% | |
| anonymous.com | 233 | 2.3% | |
| yahoo.com | 124 | 1.2% | |
| outlook.com | 64 | 0.6% | |
| comcast.net | 31 | 0.3% | |
| yahoo.com.mx | 23 | 0.2% | |
| aol.com | 22 | 0.2% | |
| icloud.com | 18 | 0.2% | |
| live.com.mx | 16 | 0.2% | |
| Other values (29) | 106 | 1.1% | |
| (Missing) | 8374 | 83.7% |
Frequencies of value counts
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.5% |
Histogram of lengths of the category
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 4.166616662 |
| Min length | 3 |
| Distinct | 179 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.405540554 |
|---|---|
| Minimum | 0 |
| Maximum | 735 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 24.1 |
| Maximum | 735 |
| Range | 735 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 34.57578561 |
|---|---|
| Coefficient of variation (CV) | 4.113451762 |
| Kurtosis | 201.0025069 |
| Mean | 8.405540554 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.39847376 |
| Sum | 84047 |
| Variance | 1195.48495 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 5275 | 52.8% | |
| 2 | 1760 | 17.6% | |
| 3 | 880 | 8.8% | |
| 4 | 506 | 5.1% | |
| 5 | 283 | 2.8% | |
| 6 | 167 | 1.7% | |
| 7 | 140 | 1.4% | |
| 8 | 115 | 1.2% | |
| 9 | 70 | 0.7% | |
| 10 | 62 | 0.6% | |
| Other values (169) | 741 | 7.4% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 1 | 5275 | 52.8% | |
| 2 | 1760 | 17.6% | |
| 3 | 880 | 8.8% | |
| 4 | 506 | 5.1% |
| Value | Count | Frequency (%) | |
| 735 | 3 | < 0.1% | |
| 734 | 5 | 0.1% | |
| 733 | 2 | < 0.1% | |
| 255 | 1 | < 0.1% | |
| 254 | 1 | < 0.1% |
| Distinct | 168 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.935493549 |
|---|---|
| Minimum | 0 |
| Maximum | 808 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 25 |
| Maximum | 808 |
| Range | 808 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 34.40959086 |
|---|---|
| Coefficient of variation (CV) | 4.336162666 |
| Kurtosis | 292.739206 |
| Mean | 7.935493549 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.0793394 |
| Sum | 79347 |
| Variance | 1184.019943 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 5408 | 54.1% | |
| 2 | 1683 | 16.8% | |
| 3 | 864 | 8.6% | |
| 4 | 464 | 4.6% | |
| 5 | 328 | 3.3% | |
| 6 | 171 | 1.7% | |
| 7 | 145 | 1.5% | |
| 8 | 68 | 0.7% | |
| 9 | 63 | 0.6% | |
| 10 | 62 | 0.6% | |
| Other values (158) | 743 | 7.4% |
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 1 | 5408 | 54.1% | |
| 2 | 1683 | 16.8% | |
| 3 | 864 | 8.6% | |
| 4 | 464 | 4.6% |
| Value | Count | Frequency (%) | |
| 808 | 3 | < 0.1% | |
| 807 | 1 | < 0.1% | |
| 805 | 1 | < 0.1% | |
| 804 | 4 | < 0.1% | |
| 803 | 1 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0101010101 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 9909 |
| Zeros (%) | 99.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1288460324 |
|---|---|
| Coefficient of variation (CV) | 12.7557572 |
| Kurtosis | 1547.278931 |
| Mean | 0.0101010101 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.7433854 |
| Sum | 101 |
| Variance | 0.01660130006 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 0 | 9909 | 99.1% | |
| 1 | 86 | 0.9% | |
| 2 | 2 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 9909 | 99.1% | |
| 1 | 86 | 0.9% | |
| 2 | 2 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 1 | 86 | 0.9% | |
| 0 | 9909 | 99.1% |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8094809481 |
|---|---|
| Minimum | 0 |
| Maximum | 538 |
| Zeros | 8355 |
| Zeros (%) | 83.6% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 538 |
| Range | 538 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 17.01490839 |
|---|---|
| Coefficient of variation (CV) | 21.01952916 |
| Kurtosis | 978.882104 |
| Mean | 0.8094809481 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 31.1993148 |
| Sum | 8094 |
| Variance | 289.5071075 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) | |
| 0 | 8355 | 83.6% | |
| 1 | 1346 | 13.5% | |
| 2 | 164 | 1.6% | |
| 3 | 52 | 0.5% | |
| 4 | 20 | 0.2% | |
| 5 | 20 | 0.2% | |
| 536 | 5 | 0.1% | |
| 21 | 5 | 0.1% | |
| 7 | 5 | 0.1% | |
| 537 | 3 | < 0.1% | |
| Other values (18) | 24 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 8355 | 83.6% | |
| 1 | 1346 | 13.5% | |
| 2 | 164 | 1.6% | |
| 3 | 52 | 0.5% | |
| 4 | 20 | 0.2% |
| Value | Count | Frequency (%) | |
| 538 | 1 | < 0.1% | |
| 537 | 3 | < 0.1% | |
| 536 | 5 | 0.1% | |
| 534 | 1 | < 0.1% | |
| 48 | 2 | < 0.1% |
| Distinct | 165 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.702770277 |
|---|---|
| Minimum | 0 |
| Maximum | 278 |
| Zeros | 6013 |
| Zeros (%) | 60.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 11 |
| Maximum | 278 |
| Range | 278 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 24.88580969 |
|---|---|
| Coefficient of variation (CV) | 4.363810654 |
| Kurtosis | 30.80285308 |
| Mean | 5.702770277 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.423403315 |
| Sum | 57022 |
| Variance | 619.303524 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 6013 | 60.1% | |
| 1 | 2231 | 22.3% | |
| 2 | 629 | 6.3% | |
| 3 | 247 | 2.5% | |
| 4 | 117 | 1.2% | |
| 5 | 80 | 0.8% | |
| 6 | 47 | 0.5% | |
| 7 | 43 | 0.4% | |
| 10 | 37 | 0.4% | |
| 8 | 34 | 0.3% | |
| Other values (155) | 521 | 5.2% |
| Value | Count | Frequency (%) | |
| 0 | 6013 | 60.1% | |
| 1 | 2231 | 22.3% | |
| 2 | 629 | 6.3% | |
| 3 | 247 | 2.5% | |
| 4 | 117 | 1.2% |
| Value | Count | Frequency (%) | |
| 278 | 1 | < 0.1% | |
| 270 | 1 | < 0.1% | |
| 224 | 4 | < 0.1% | |
| 220 | 1 | < 0.1% | |
| 219 | 1 | < 0.1% |
| Distinct | 143 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.02970297 |
|---|---|
| Minimum | 0 |
| Maximum | 551 |
| Zeros | 1014 |
| Zeros (%) | 10.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 16 |
| Maximum | 551 |
| Range | 551 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 25.7728979 |
|---|---|
| Coefficient of variation (CV) | 4.274322969 |
| Kurtosis | 209.5784877 |
| Mean | 6.02970297 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.82946576 |
| Sum | 60291 |
| Variance | 664.2422663 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 5580 | 55.8% | |
| 2 | 1405 | 14.1% | |
| 0 | 1014 | 10.1% | |
| 3 | 570 | 5.7% | |
| 4 | 341 | 3.4% | |
| 5 | 185 | 1.9% | |
| 6 | 116 | 1.2% | |
| 7 | 85 | 0.9% | |
| 10 | 45 | 0.5% | |
| 9 | 40 | 0.4% | |
| Other values (133) | 618 | 6.2% |
| Value | Count | Frequency (%) | |
| 0 | 1014 | 10.1% | |
| 1 | 5580 | 55.8% | |
| 2 | 1405 | 14.1% | |
| 3 | 570 | 5.7% | |
| 4 | 341 | 3.4% |
| Value | Count | Frequency (%) | |
| 551 | 1 | < 0.1% | |
| 550 | 3 | < 0.1% | |
| 549 | 5 | 0.1% | |
| 548 | 1 | < 0.1% | |
| 288 | 1 | < 0.1% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1707170717 |
|---|---|
| Minimum | 0 |
| Maximum | 48 |
| Zeros | 9095 |
| Zeros (%) | 91.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.423995839 |
|---|---|
| Coefficient of variation (CV) | 8.341262092 |
| Kurtosis | 676.2536671 |
| Mean | 0.1707170717 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.06917497 |
| Sum | 1707 |
| Variance | 2.027764149 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) | |
| 0 | 9095 | 91.0% | |
| 1 | 725 | 7.3% | |
| 2 | 100 | 1.0% | |
| 4 | 21 | 0.2% | |
| 3 | 21 | 0.2% | |
| 5 | 13 | 0.1% | |
| 7 | 5 | 0.1% | |
| 48 | 2 | < 0.1% | |
| 33 | 2 | < 0.1% | |
| 27 | 2 | < 0.1% | |
| Other values (11) | 13 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 9095 | 91.0% | |
| 1 | 725 | 7.3% | |
| 2 | 100 | 1.0% | |
| 3 | 21 | 0.2% | |
| 4 | 21 | 0.2% |
| Value | Count | Frequency (%) | |
| 48 | 2 | < 0.1% | |
| 47 | 1 | < 0.1% | |
| 46 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| 33 | 2 | < 0.1% |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8198819882 |
|---|---|
| Minimum | 0 |
| Maximum | 352 |
| Zeros | 7812 |
| Zeros (%) | 78.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 352 |
| Range | 352 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.36235369 |
|---|---|
| Coefficient of variation (CV) | 13.85852336 |
| Kurtosis | 896.7872274 |
| Mean | 0.8198819882 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.37530263 |
| Sum | 8198 |
| Variance | 129.1030814 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) | |
| 0 | 7812 | 78.1% | |
| 1 | 1727 | 17.3% | |
| 2 | 186 | 1.9% | |
| 3 | 89 | 0.9% | |
| 4 | 34 | 0.3% | |
| 6 | 23 | 0.2% | |
| 5 | 19 | 0.2% | |
| 8 | 15 | 0.2% | |
| 7 | 12 | 0.1% | |
| 9 | 9 | 0.1% | |
| Other values (30) | 73 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 7812 | 78.1% | |
| 1 | 1727 | 17.3% | |
| 2 | 186 | 1.9% | |
| 3 | 89 | 0.9% | |
| 4 | 34 | 0.3% |
| Value | Count | Frequency (%) | |
| 352 | 3 | < 0.1% | |
| 351 | 1 | < 0.1% | |
| 350 | 5 | 0.1% | |
| 349 | 1 | < 0.1% | |
| 78 | 1 | < 0.1% |
| Distinct | 118 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.374137414 |
|---|---|
| Minimum | 0 |
| Maximum | 166 |
| Zeros | 2981 |
| Zeros (%) | 29.8% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 11 |
| Maximum | 166 |
| Range | 166 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 15.16700177 |
|---|---|
| Coefficient of variation (CV) | 3.467426909 |
| Kurtosis | 31.38910063 |
| Mean | 4.374137414 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 5.389115298 |
| Sum | 43737 |
| Variance | 230.0379428 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 3961 | 39.6% | |
| 0 | 2981 | 29.8% | |
| 2 | 1297 | 13.0% | |
| 3 | 519 | 5.2% | |
| 4 | 264 | 2.6% | |
| 5 | 157 | 1.6% | |
| 6 | 117 | 1.2% | |
| 7 | 75 | 0.8% | |
| 10 | 40 | 0.4% | |
| 9 | 34 | 0.3% | |
| Other values (108) | 554 | 5.5% |
| Value | Count | Frequency (%) | |
| 0 | 2981 | 29.8% | |
| 1 | 3961 | 39.6% | |
| 2 | 1297 | 13.0% | |
| 3 | 519 | 5.2% | |
| 4 | 264 | 2.6% |
| Value | Count | Frequency (%) | |
| 166 | 1 | < 0.1% | |
| 154 | 1 | < 0.1% | |
| 152 | 1 | < 0.1% | |
| 151 | 1 | < 0.1% | |
| 150 | 1 | < 0.1% |
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7923792379 |
|---|---|
| Minimum | 0 |
| Maximum | 303 |
| Zeros | 7905 |
| Zeros (%) | 79.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 303 |
| Range | 303 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10.04997007 |
|---|---|
| Coefficient of variation (CV) | 12.68328293 |
| Kurtosis | 805.652576 |
| Mean | 0.7923792379 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 27.48382957 |
| Sum | 7923 |
| Variance | 101.0018983 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) | |
| 0 | 7905 | 79.1% | |
| 1 | 1662 | 16.6% | |
| 2 | 162 | 1.6% | |
| 3 | 89 | 0.9% | |
| 4 | 24 | 0.2% | |
| 9 | 18 | 0.2% | |
| 8 | 17 | 0.2% | |
| 6 | 15 | 0.2% | |
| 5 | 15 | 0.2% | |
| 7 | 14 | 0.1% | |
| Other values (29) | 78 | 0.8% |
| Value | Count | Frequency (%) | |
| 0 | 7905 | 79.1% | |
| 1 | 1662 | 16.6% | |
| 2 | 162 | 1.6% | |
| 3 | 89 | 0.9% | |
| 4 | 24 | 0.2% |
| Value | Count | Frequency (%) | |
| 303 | 3 | < 0.1% | |
| 302 | 1 | < 0.1% | |
| 301 | 5 | 0.1% | |
| 300 | 1 | < 0.1% | |
| 104 | 1 | < 0.1% |
| Distinct | 155 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.084808481 |
|---|---|
| Minimum | 0 |
| Maximum | 578 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 14 |
| Maximum | 578 |
| Range | 578 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 26.00767364 |
|---|---|
| Coefficient of variation (CV) | 4.274197572 |
| Kurtosis | 238.3171536 |
| Mean | 6.084808481 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.60464683 |
| Sum | 60842 |
| Variance | 676.3990881 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 6543 | 65.4% | |
| 2 | 1502 | 15.0% | |
| 3 | 589 | 5.9% | |
| 4 | 305 | 3.1% | |
| 5 | 157 | 1.6% | |
| 6 | 97 | 1.0% | |
| 7 | 79 | 0.8% | |
| 8 | 61 | 0.6% | |
| 9 | 46 | 0.5% | |
| 10 | 44 | 0.4% | |
| Other values (145) | 576 | 5.8% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 0.1% | |
| 1 | 6543 | 65.4% | |
| 2 | 1502 | 15.0% | |
| 3 | 589 | 5.9% | |
| 4 | 305 | 3.1% |
| Value | Count | Frequency (%) | |
| 578 | 1 | < 0.1% | |
| 577 | 3 | < 0.1% | |
| 576 | 5 | 0.1% | |
| 574 | 1 | < 0.1% | |
| 217 | 1 | < 0.1% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2281228123 |
|---|---|
| Minimum | 0 |
| Maximum | 84 |
| Zeros | 9088 |
| Zeros (%) | 90.9% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 84 |
| Range | 84 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.055263975 |
|---|---|
| Coefficient of variation (CV) | 9.009462731 |
| Kurtosis | 1008.213231 |
| Mean | 0.2281228123 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 28.31673412 |
| Sum | 2281 |
| Variance | 4.224110009 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 0 | 9088 | 90.9% | |
| 1 | 620 | 6.2% | |
| 2 | 149 | 1.5% | |
| 3 | 53 | 0.5% | |
| 4 | 20 | 0.2% | |
| 5 | 11 | 0.1% | |
| 10 | 9 | 0.1% | |
| 13 | 7 | 0.1% | |
| 7 | 7 | 0.1% | |
| 22 | 5 | 0.1% | |
| Other values (15) | 30 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 9088 | 90.9% | |
| 1 | 620 | 6.2% | |
| 2 | 149 | 1.5% | |
| 3 | 53 | 0.5% | |
| 4 | 20 | 0.2% |
| Value | Count | Frequency (%) | |
| 84 | 1 | < 0.1% | |
| 83 | 2 | < 0.1% | |
| 71 | 1 | < 0.1% | |
| 42 | 2 | < 0.1% | |
| 37 | 1 | < 0.1% |
| Distinct | 383 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.26862686 |
|---|---|
| Minimum | 0 |
| Maximum | 852 |
| Zeros | 486 |
| Zeros (%) | 4.9% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 13 |
| 95-th percentile | 105.1 |
| Maximum | 852 |
| Range | 852 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 96.73879225 |
|---|---|
| Coefficient of variation (CV) | 3.30520433 |
| Kurtosis | 23.66554559 |
| Mean | 29.26862686 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 4.814828956 |
| Sum | 292657 |
| Variance | 9358.393926 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 3215 | 32.2% | |
| 2 | 982 | 9.8% | |
| 3 | 564 | 5.6% | |
| 0 | 486 | 4.9% | |
| 4 | 374 | 3.7% | |
| 5 | 371 | 3.7% | |
| 6 | 240 | 2.4% | |
| 7 | 212 | 2.1% | |
| 8 | 203 | 2.0% | |
| 9 | 192 | 1.9% | |
| Other values (373) | 3160 | 31.6% |
| Value | Count | Frequency (%) | |
| 0 | 486 | 4.9% | |
| 1 | 3215 | 32.2% | |
| 2 | 982 | 9.8% | |
| 3 | 564 | 5.6% | |
| 4 | 374 | 3.7% |
| Value | Count | Frequency (%) | |
| 852 | 1 | < 0.1% | |
| 818 | 1 | < 0.1% | |
| 808 | 1 | < 0.1% | |
| 807 | 1 | < 0.1% | |
| 806 | 1 | < 0.1% |
| Distinct | 141 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.424042404 |
|---|---|
| Minimum | 0 |
| Maximum | 369 |
| Zeros | 492 |
| Zeros (%) | 4.9% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 14 |
| Maximum | 369 |
| Range | 369 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 23.23258825 |
|---|---|
| Coefficient of variation (CV) | 3.616506054 |
| Kurtosis | 72.36099184 |
| Mean | 6.424042404 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.109266092 |
| Sum | 64234 |
| Variance | 539.7531567 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 5381 | 53.8% | |
| 2 | 1633 | 16.3% | |
| 3 | 793 | 7.9% | |
| 0 | 492 | 4.9% | |
| 4 | 406 | 4.1% | |
| 5 | 261 | 2.6% | |
| 6 | 172 | 1.7% | |
| 7 | 132 | 1.3% | |
| 8 | 52 | 0.5% | |
| 11 | 44 | 0.4% | |
| Other values (131) | 633 | 6.3% |
| Value | Count | Frequency (%) | |
| 0 | 492 | 4.9% | |
| 1 | 5381 | 53.8% | |
| 2 | 1633 | 16.3% | |
| 3 | 793 | 7.9% | |
| 4 | 406 | 4.1% |
| Value | Count | Frequency (%) | |
| 369 | 2 | < 0.1% | |
| 368 | 1 | < 0.1% | |
| 367 | 6 | 0.1% | |
| 366 | 1 | < 0.1% | |
| 190 | 1 | < 0.1% |
| Distinct | 495 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.69946995 |
|---|---|
| Minimum | 0 |
| Maximum | 634 |
| Zeros | 4523 |
| Zeros (%) | 45.2% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 10 |
| Q3 | 151 |
| 95-th percentile | 455 |
| Maximum | 634 |
| Range | 634 |
| Interquartile range (IQR) | 151 |
Descriptive statistics
| Standard deviation | 145.9789579 |
|---|---|
| Coefficient of variation (CV) | 1.509614872 |
| Kurtosis | 0.954184274 |
| Mean | 96.69946995 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.487578094 |
| Sum | 966898 |
| Variance | 21309.85616 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 4523 | 45.2% | |
| 1 | 137 | 1.4% | |
| 30 | 74 | 0.7% | |
| 2 | 62 | 0.6% | |
| 28 | 61 | 0.6% | |
| 29 | 59 | 0.6% | |
| 91 | 59 | 0.6% | |
| 3 | 55 | 0.6% | |
| 14 | 54 | 0.5% | |
| 180 | 51 | 0.5% | |
| Other values (485) | 4864 | 48.6% |
| Value | Count | Frequency (%) | |
| 0 | 4523 | 45.2% | |
| 1 | 137 | 1.4% | |
| 2 | 62 | 0.6% | |
| 3 | 55 | 0.6% | |
| 4 | 43 | 0.4% |
| Value | Count | Frequency (%) | |
| 634 | 1 | < 0.1% | |
| 632 | 1 | < 0.1% | |
| 626 | 2 | < 0.1% | |
| 625 | 1 | < 0.1% | |
| 604 | 1 | < 0.1% |
| Distinct | 493 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 4576 |
| Missing (%) | 45.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 168.8340402 |
|---|---|
| Minimum | 0 |
| Maximum | 634 |
| Zeros | 221 |
| Zeros (%) | 2.2% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 31 |
| median | 115 |
| Q3 | 284 |
| 95-th percentile | 473 |
| Maximum | 634 |
| Range | 634 |
| Interquartile range (IQR) | 253 |
Descriptive statistics
| Standard deviation | 157.4188535 |
|---|---|
| Coefficient of variation (CV) | 0.9323881209 |
| Kurtosis | -0.7598172869 |
| Mean | 168.8340402 |
| Median Absolute Deviation (MAD) | 97 |
| Skewness | 0.7495539176 |
| Sum | 915587 |
| Variance | 24780.69543 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 221 | 2.2% | |
| 1 | 115 | 1.2% | |
| 30 | 68 | 0.7% | |
| 91 | 60 | 0.6% | |
| 29 | 56 | 0.6% | |
| 28 | 54 | 0.5% | |
| 3 | 50 | 0.5% | |
| 14 | 46 | 0.5% | |
| 59 | 46 | 0.5% | |
| 2 | 45 | 0.5% | |
| Other values (483) | 4662 | 46.6% | |
| (Missing) | 4576 | 45.8% |
| Value | Count | Frequency (%) | |
| 0 | 221 | 2.2% | |
| 1 | 115 | 1.2% | |
| 2 | 45 | 0.5% | |
| 3 | 50 | 0.5% | |
| 4 | 34 | 0.3% |
| Value | Count | Frequency (%) | |
| 634 | 1 | < 0.1% | |
| 632 | 1 | < 0.1% | |
| 625 | 1 | < 0.1% | |
| 604 | 1 | < 0.1% | |
| 589 | 11 | 0.1% |
| Distinct | 290 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 4272 |
| Missing (%) | 42.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.15295966 |
|---|---|
| Minimum | 0 |
| Maximum | 487 |
| Zeros | 1320 |
| Zeros (%) | 13.2% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 11 |
| Q3 | 29 |
| 95-th percentile | 122 |
| Maximum | 487 |
| Range | 487 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 54.77897036 |
|---|---|
| Coefficient of variation (CV) | 1.9457624 |
| Kurtosis | 20.89249309 |
| Mean | 28.15295966 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 4.15686288 |
| Sum | 161232 |
| Variance | 3000.735593 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1320 | 13.2% | |
| 1 | 335 | 3.4% | |
| 30 | 237 | 2.4% | |
| 28 | 220 | 2.2% | |
| 2 | 178 | 1.8% | |
| 14 | 151 | 1.5% | |
| 29 | 149 | 1.5% | |
| 7 | 145 | 1.5% | |
| 3 | 141 | 1.4% | |
| 4 | 139 | 1.4% | |
| Other values (280) | 2712 | 27.1% | |
| (Missing) | 4272 | 42.7% |
| Value | Count | Frequency (%) | |
| 0 | 1320 | 13.2% | |
| 1 | 335 | 3.4% | |
| 2 | 178 | 1.8% | |
| 3 | 141 | 1.4% | |
| 4 | 139 | 1.4% |
| Value | Count | Frequency (%) | |
| 487 | 1 | < 0.1% | |
| 485 | 1 | < 0.1% | |
| 474 | 1 | < 0.1% | |
| 473 | 1 | < 0.1% | |
| 459 | 2 | < 0.1% |
| Distinct | 484 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 6230 |
| Missing (%) | 62.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.7264526 |
|---|---|
| Minimum | -122 |
| Maximum | 657 |
| Zeros | 1104 |
| Zeros (%) | 11.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | -122 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 88 |
| Q3 | 338 |
| 95-th percentile | 479 |
| Maximum | 657 |
| Range | 779 |
| Interquartile range (IQR) | 338 |
Descriptive statistics
| Standard deviation | 179.4981895 |
|---|---|
| Coefficient of variation (CV) | 1.07018414 |
| Kurtosis | -1.220139624 |
| Mean | 167.7264526 |
| Median Absolute Deviation (MAD) | 88 |
| Skewness | 0.6025907887 |
| Sum | 632161 |
| Variance | 32219.60005 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1104 | 11.0% | |
| 456 | 35 | 0.4% | |
| 1 | 30 | 0.3% | |
| 479 | 27 | 0.3% | |
| 30 | 27 | 0.3% | |
| 483 | 27 | 0.3% | |
| 485 | 26 | 0.3% | |
| 28 | 26 | 0.3% | |
| 480 | 25 | 0.3% | |
| 481 | 25 | 0.3% | |
| Other values (474) | 2417 | 24.2% | |
| (Missing) | 6230 | 62.3% |
| Value | Count | Frequency (%) | |
| -122 | 1 | < 0.1% | |
| -90 | 1 | < 0.1% | |
| -83 | 1 | < 0.1% | |
| -15 | 1 | < 0.1% | |
| -2 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 657 | 1 | < 0.1% | |
| 581 | 1 | < 0.1% | |
| 547 | 1 | < 0.1% | |
| 499 | 1 | < 0.1% | |
| 495 | 1 | < 0.1% |
| Distinct | 259 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 7231 |
| Missing (%) | 72.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.04985549 |
|---|---|
| Minimum | 0 |
| Maximum | 475 |
| Zeros | 492 |
| Zeros (%) | 4.9% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 13 |
| Q3 | 30 |
| 95-th percentile | 170.95 |
| Maximum | 475 |
| Range | 475 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 65.17671378 |
|---|---|
| Coefficient of variation (CV) | 1.85954301 |
| Kurtosis | 14.16339463 |
| Mean | 35.04985549 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 3.520166994 |
| Sum | 97018 |
| Variance | 4248.004019 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 492 | 4.9% | |
| 1 | 152 | 1.5% | |
| 30 | 104 | 1.0% | |
| 28 | 98 | 1.0% | |
| 2 | 89 | 0.9% | |
| 14 | 80 | 0.8% | |
| 7 | 76 | 0.8% | |
| 4 | 71 | 0.7% | |
| 11 | 70 | 0.7% | |
| 3 | 66 | 0.7% | |
| Other values (249) | 1470 | 14.7% | |
| (Missing) | 7231 | 72.3% |
| Value | Count | Frequency (%) | |
| 0 | 492 | 4.9% | |
| 1 | 152 | 1.5% | |
| 2 | 89 | 0.9% | |
| 3 | 66 | 0.7% | |
| 4 | 71 | 0.7% |
| Value | Count | Frequency (%) | |
| 475 | 1 | < 0.1% | |
| 465 | 1 | < 0.1% | |
| 461 | 1 | < 0.1% | |
| 459 | 1 | < 0.1% | |
| 456 | 1 | < 0.1% |
| Distinct | 122 |
|---|---|
| Distinct (%) | 24.8% |
| Missing | 9508 |
| Missing (%) | 95.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.74338086 |
|---|---|
| Minimum | -83 |
| Maximum | 695 |
| Zeros | 314 |
| Zeros (%) | 3.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | -83 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 49.5 |
| 95-th percentile | 363.5 |
| Maximum | 695 |
| Range | 778 |
| Interquartile range (IQR) | 49.5 |
Descriptive statistics
| Standard deviation | 148.9159718 |
|---|---|
| Coefficient of variation (CV) | 1.992363339 |
| Kurtosis | 4.031551549 |
| Mean | 74.74338086 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.129327742 |
| Sum | 36699 |
| Variance | 22175.96667 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 314 | 3.1% | |
| 1 | 8 | 0.1% | |
| 2 | 7 | 0.1% | |
| 357 | 6 | 0.1% | |
| 35 | 4 | < 0.1% | |
| 338 | 4 | < 0.1% | |
| 293 | 4 | < 0.1% | |
| 26 | 3 | < 0.1% | |
| 55 | 3 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| Other values (112) | 135 | 1.4% | |
| (Missing) | 9508 | 95.1% |
| Value | Count | Frequency (%) | |
| -83 | 1 | < 0.1% | |
| 0 | 314 | 3.1% | |
| 1 | 8 | 0.1% | |
| 2 | 7 | 0.1% | |
| 3 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 695 | 1 | < 0.1% | |
| 691 | 1 | < 0.1% | |
| 683 | 1 | < 0.1% | |
| 682 | 1 | < 0.1% | |
| 657 | 1 | < 0.1% |
| Distinct | 82 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 9776 |
| Missing (%) | 97.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.30493274 |
|---|---|
| Minimum | 0 |
| Maximum | 407 |
| Zeros | 73 |
| Zeros (%) | 0.7% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 39.5 |
| 95-th percentile | 336.2 |
| Maximum | 407 |
| Range | 407 |
| Interquartile range (IQR) | 39.5 |
Descriptive statistics
| Standard deviation | 98.95647566 |
|---|---|
| Coefficient of variation (CV) | 1.891914787 |
| Kurtosis | 3.568293163 |
| Mean | 52.30493274 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.168986478 |
| Sum | 11664 |
| Variance | 9792.384075 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 73 | 0.7% | |
| 1 | 23 | 0.2% | |
| 2 | 5 | 0.1% | |
| 4 | 5 | 0.1% | |
| 8 | 5 | 0.1% | |
| 3 | 4 | < 0.1% | |
| 13 | 4 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 18 | 4 | < 0.1% | |
| 16 | 3 | < 0.1% | |
| Other values (72) | 93 | 0.9% | |
| (Missing) | 9776 | 97.8% |
| Value | Count | Frequency (%) | |
| 0 | 73 | 0.7% | |
| 1 | 23 | 0.2% | |
| 2 | 5 | 0.1% | |
| 3 | 4 | < 0.1% | |
| 4 | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 407 | 1 | < 0.1% | |
| 367 | 1 | < 0.1% | |
| 365 | 1 | < 0.1% | |
| 364 | 1 | < 0.1% | |
| 360 | 1 | < 0.1% |
| Distinct | 665 |
|---|---|
| Distinct (%) | 60.5% |
| Missing | 8899 |
| Missing (%) | 89.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144.8621209 |
|---|---|
| Minimum | 0 |
| Maximum | 1123.916626 |
| Zeros | 15 |
| Zeros (%) | 0.2% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.125 |
| Q1 | 1.666666031 |
| median | 38.14583206 |
| Q3 | 199.2812461 |
| 95-th percentile | 764.608313 |
| Maximum | 1123.916626 |
| Range | 1123.916626 |
| Interquartile range (IQR) | 197.6145801 |
Descriptive statistics
| Standard deviation | 225.7894857 |
|---|---|
| Coefficient of variation (CV) | 1.558650973 |
| Kurtosis | 3.486766277 |
| Mean | 144.8621209 |
| Median Absolute Deviation (MAD) | 37.58333257 |
| Skewness | 2.032820566 |
| Sum | 159348.333 |
| Variance | 50980.89186 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.041666001 | 25 | 0.3% | |
| 0.708333015 | 22 | 0.2% | |
| 0.916665971 | 20 | 0.2% | |
| 0.791665971 | 17 | 0.2% | |
| 0.875 | 15 | 0.2% | |
| 0 | 15 | 0.2% | |
| 1.666666031 | 15 | 0.2% | |
| 0.583333015 | 14 | 0.1% | |
| 0.083333001 | 14 | 0.1% | |
| 0.833333015 | 14 | 0.1% | |
| Other values (655) | 929 | 9.3% | |
| (Missing) | 8899 | 89.0% |
| Value | Count | Frequency (%) | |
| 0 | 15 | 0.2% | |
| 0.041666001 | 25 | 0.3% | |
| 0.083333001 | 14 | 0.1% | |
| 0.125 | 8 | 0.1% | |
| 0.166666001 | 11 | 0.1% |
| Value | Count | Frequency (%) | |
| 1123.916626 | 1 | < 0.1% | |
| 1122.708374 | 1 | < 0.1% | |
| 1122.625 | 1 | < 0.1% | |
| 872.875 | 1 | < 0.1% | |
| 872.833313 | 1 | < 0.1% |
| Distinct | 24 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 8899 |
| Missing (%) | 89.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5093936 |
|---|---|
| Minimum | 0 |
| Maximum | 0.958333015 |
| Zeros | 75 |
| Zeros (%) | 0.8% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.125 |
| median | 0.625 |
| Q3 | 0.791665971 |
| 95-th percentile | 0.916665971 |
| Maximum | 0.958333015 |
| Range | 0.958333015 |
| Interquartile range (IQR) | 0.666665971 |
Descriptive statistics
| Standard deviation | 0.3287476449 |
|---|---|
| Coefficient of variation (CV) | 0.6453705835 |
| Kurtosis | -1.450174168 |
| Mean | 0.5093936 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | -0.3283162134 |
| Sum | 560.33296 |
| Variance | 0.108075014 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) | |
| 0.041666001 | 82 | 0.8% | |
| 0.791665971 | 77 | 0.8% | |
| 0 | 75 | 0.8% | |
| 0.708333015 | 72 | 0.7% | |
| 0.083333001 | 70 | 0.7% | |
| 0.666665971 | 67 | 0.7% | |
| 0.875 | 63 | 0.6% | |
| 0.583333015 | 62 | 0.6% | |
| 0.833333015 | 62 | 0.6% | |
| 0.75 | 60 | 0.6% | |
| Other values (14) | 410 | 4.1% | |
| (Missing) | 8899 | 89.0% |
| Value | Count | Frequency (%) | |
| 0 | 75 | 0.8% | |
| 0.041666001 | 82 | 0.8% | |
| 0.083333001 | 70 | 0.7% | |
| 0.125 | 58 | 0.6% | |
| 0.166666001 | 45 | 0.5% |
| Value | Count | Frequency (%) | |
| 0.958333015 | 54 | 0.5% | |
| 0.916665971 | 55 | 0.6% | |
| 0.875 | 63 | 0.6% | |
| 0.833333015 | 62 | 0.6% | |
| 0.791665971 | 77 | 0.8% |
| Distinct | 501 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 1265 |
| Missing (%) | 12.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127.2858942 |
|---|---|
| Minimum | 0 |
| Maximum | 695 |
| Zeros | 3394 |
| Zeros (%) | 33.9% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 29 |
| Q3 | 233 |
| 95-th percentile | 475 |
| Maximum | 695 |
| Range | 695 |
| Interquartile range (IQR) | 233 |
Descriptive statistics
| Standard deviation | 166.680034 |
|---|---|
| Coefficient of variation (CV) | 1.309493365 |
| Kurtosis | -0.3815108148 |
| Mean | 127.2858942 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 1.060594249 |
| Sum | 1111715 |
| Variance | 27782.23373 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 3394 | 33.9% | |
| 1 | 90 | 0.9% | |
| 28 | 76 | 0.8% | |
| 30 | 68 | 0.7% | |
| 483 | 61 | 0.6% | |
| 29 | 50 | 0.5% | |
| 484 | 48 | 0.5% | |
| 485 | 48 | 0.5% | |
| 3 | 44 | 0.4% | |
| 455 | 43 | 0.4% | |
| Other values (491) | 4812 | 48.1% | |
| (Missing) | 1265 | 12.7% |
| Value | Count | Frequency (%) | |
| 0 | 3394 | 33.9% | |
| 1 | 90 | 0.9% | |
| 2 | 37 | 0.4% | |
| 3 | 44 | 0.4% | |
| 4 | 30 | 0.3% |
| Value | Count | Frequency (%) | |
| 695 | 1 | < 0.1% | |
| 657 | 1 | < 0.1% | |
| 655 | 2 | < 0.1% | |
| 543 | 1 | < 0.1% | |
| 520 | 1 | < 0.1% |
| Distinct | 442 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 7723 |
| Missing (%) | 77.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 157.0144991 |
|---|---|
| Minimum | -33 |
| Maximum | 488 |
| Zeros | 667 |
| Zeros (%) | 6.7% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | -33 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 90 |
| Q3 | 301 |
| 95-th percentile | 454 |
| Maximum | 488 |
| Range | 521 |
| Interquartile range (IQR) | 301 |
Descriptive statistics
| Standard deviation | 164.419876 |
|---|---|
| Coefficient of variation (CV) | 1.04716365 |
| Kurtosis | -1.141878358 |
| Mean | 157.0144991 |
| Median Absolute Deviation (MAD) | 90 |
| Skewness | 0.6065493462 |
| Sum | 357365 |
| Variance | 27033.89561 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 667 | 6.7% | |
| 455 | 16 | 0.2% | |
| 183 | 16 | 0.2% | |
| 13 | 15 | 0.2% | |
| 28 | 15 | 0.2% | |
| 423 | 15 | 0.2% | |
| 427 | 15 | 0.2% | |
| 426 | 14 | 0.1% | |
| 30 | 13 | 0.1% | |
| 1 | 13 | 0.1% | |
| Other values (432) | 1477 | 14.8% | |
| (Missing) | 7723 | 77.2% |
| Value | Count | Frequency (%) | |
| -33 | 1 | < 0.1% | |
| -15 | 1 | < 0.1% | |
| -13 | 1 | < 0.1% | |
| 0 | 667 | 6.7% | |
| 1 | 13 | 0.1% |
| Value | Count | Frequency (%) | |
| 488 | 1 | < 0.1% | |
| 485 | 1 | < 0.1% | |
| 484 | 3 | < 0.1% | |
| 483 | 4 | < 0.1% | |
| 482 | 1 | < 0.1% |
| Distinct | 93 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 9593 |
| Missing (%) | 95.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.74630542 |
|---|---|
| Minimum | -83 |
| Maximum | 479 |
| Zeros | 275 |
| Zeros (%) | 2.8% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | -83 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13.75 |
| 95-th percentile | 345.75 |
| Maximum | 479 |
| Range | 562 |
| Interquartile range (IQR) | 13.75 |
Descriptive statistics
| Standard deviation | 114.5782052 |
|---|---|
| Coefficient of variation (CV) | 2.131834073 |
| Kurtosis | 2.700489248 |
| Mean | 53.74630542 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.019815328 |
| Sum | 21821 |
| Variance | 13128.16511 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 275 | 2.8% | |
| 1 | 7 | 0.1% | |
| 2 | 6 | 0.1% | |
| 357 | 5 | 0.1% | |
| 35 | 4 | < 0.1% | |
| 338 | 4 | < 0.1% | |
| 293 | 4 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 26 | 3 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| Other values (83) | 92 | 0.9% | |
| (Missing) | 9593 | 95.9% |
| Value | Count | Frequency (%) | |
| -83 | 1 | < 0.1% | |
| 0 | 275 | 2.8% | |
| 1 | 7 | 0.1% | |
| 2 | 6 | 0.1% | |
| 3 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 479 | 1 | < 0.1% | |
| 471 | 1 | < 0.1% | |
| 470 | 1 | < 0.1% | |
| 455 | 1 | < 0.1% | |
| 398 | 1 | < 0.1% |
| Distinct | 36 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 9719 |
| Missing (%) | 97.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.79642857 |
|---|---|
| Minimum | 0 |
| Maximum | 367 |
| Zeros | 231 |
| Zeros (%) | 2.3% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 229 |
| Maximum | 367 |
| Range | 367 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 67.16073365 |
|---|---|
| Coefficient of variation (CV) | 3.22943593 |
| Kurtosis | 11.92075082 |
| Mean | 20.79642857 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.562301271 |
| Sum | 5823 |
| Variance | 4510.564145 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) | |
| 0 | 231 | 2.3% | |
| 1 | 4 | < 0.1% | |
| 229 | 4 | < 0.1% | |
| 2 | 3 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 60 | 2 | < 0.1% | |
| 47 | 2 | < 0.1% | |
| 295 | 2 | < 0.1% | |
| 13 | 2 | < 0.1% | |
| 122 | 1 | < 0.1% | |
| Other values (26) | 26 | 0.3% | |
| (Missing) | 9719 | 97.2% |
| Value | Count | Frequency (%) | |
| 0 | 231 | 2.3% | |
| 1 | 4 | < 0.1% | |
| 2 | 3 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 367 | 1 | < 0.1% | |
| 357 | 1 | < 0.1% | |
| 312 | 1 | < 0.1% | |
| 305 | 1 | < 0.1% | |
| 303 | 1 | < 0.1% |
| Distinct | 84 |
|---|---|
| Distinct (%) | 18.7% |
| Missing | 9549 |
| Missing (%) | 95.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.49777778 |
|---|---|
| Minimum | -193 |
| Maximum | 696 |
| Zeros | 341 |
| Zeros (%) | 3.4% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | -193 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 334.75 |
| Maximum | 696 |
| Range | 889 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 118.2773579 |
|---|---|
| Coefficient of variation (CV) | 2.599629338 |
| Kurtosis | 8.288516436 |
| Mean | 45.49777778 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.806387859 |
| Sum | 20474 |
| Variance | 13989.5334 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 341 | 3.4% | |
| 84 | 7 | 0.1% | |
| 2 | 5 | 0.1% | |
| 50 | 4 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 361 | 2 | < 0.1% | |
| 71 | 2 | < 0.1% | |
| 250 | 2 | < 0.1% | |
| -193 | 2 | < 0.1% | |
| Other values (74) | 79 | 0.8% | |
| (Missing) | 9549 | 95.5% |
| Value | Count | Frequency (%) | |
| -193 | 2 | < 0.1% | |
| -83 | 1 | < 0.1% | |
| 0 | 341 | 3.4% | |
| 1 | 3 | < 0.1% | |
| 2 | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 696 | 1 | < 0.1% | |
| 693 | 1 | < 0.1% | |
| 598 | 1 | < 0.1% | |
| 595 | 1 | < 0.1% | |
| 543 | 1 | < 0.1% |
| Distinct | 507 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 4930 |
| Missing (%) | 49.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 196.1570329 |
|---|---|
| Minimum | -83 |
| Maximum | 695 |
| Zeros | 1184 |
| Zeros (%) | 11.8% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | -83 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 147 |
| Q3 | 391 |
| 95-th percentile | 481 |
| Maximum | 695 |
| Range | 778 |
| Interquartile range (IQR) | 387 |
Descriptive statistics
| Standard deviation | 184.931821 |
|---|---|
| Coefficient of variation (CV) | 0.9427743589 |
| Kurtosis | -1.438556399 |
| Mean | 196.1570329 |
| Median Absolute Deviation (MAD) | 147 |
| Skewness | 0.3773596425 |
| Sum | 994320 |
| Variance | 34199.77841 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1184 | 11.8% | |
| 456 | 56 | 0.6% | |
| 455 | 56 | 0.6% | |
| 485 | 53 | 0.5% | |
| 484 | 49 | 0.5% | |
| 483 | 47 | 0.5% | |
| 479 | 43 | 0.4% | |
| 475 | 37 | 0.4% | |
| 1 | 35 | 0.4% | |
| 482 | 35 | 0.4% | |
| Other values (497) | 3474 | 34.7% | |
| (Missing) | 4930 | 49.3% |
| Value | Count | Frequency (%) | |
| -83 | 1 | < 0.1% | |
| -60 | 1 | < 0.1% | |
| -30 | 1 | < 0.1% | |
| -15 | 1 | < 0.1% | |
| -13 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 695 | 1 | < 0.1% | |
| 665 | 1 | < 0.1% | |
| 657 | 1 | < 0.1% | |
| 626 | 2 | < 0.1% | |
| 591 | 1 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5790 |
| Missing (%) | 57.9% |
| Memory size | 78.1 KiB |
| T |
|---|
| Value | Count | Frequency (%) | |
| T | 4209 | 42.1% | |
| (Missing) | 5790 | 57.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.158115812 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5790 |
| Missing (%) | 57.9% |
| Memory size | 78.1 KiB |
| T | |
|---|---|
| F | 413 |
| (Missing) |
| Value | Count | Frequency (%) | |
| T | 3796 | 38.0% | |
| F | 413 | 4.1% | |
| (Missing) | 5790 | 57.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5790 |
| Missing (%) | 57.9% |
| Memory size | 78.1 KiB |
| T | |
|---|---|
| F | |
| (Missing) |
| Value | Count | Frequency (%) | |
| T | 3290 | 32.9% | |
| F | 919 | 9.2% | |
| (Missing) | 5790 | 57.9% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4886 |
| Missing (%) | 48.9% |
| Memory size | 78.1 KiB |
| M0 | |
|---|---|
| M1 | |
| M2 |
| Value | Count | Frequency (%) | |
| M0 | 3582 | 35.8% | |
| M1 | 872 | 8.7% | |
| M2 | 659 | 6.6% | |
| (Missing) | 4886 | 48.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.488648865 |
| Min length | 2 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5793 |
| Missing (%) | 57.9% |
| Memory size | 78.1 KiB |
| F | |
|---|---|
| T | |
| (Missing) |
| Value | Count | Frequency (%) | |
| F | 2263 | 22.6% | |
| T | 1943 | 19.4% | |
| (Missing) | 5793 | 57.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| TransactionID | isFraud | TransactionDT | TransactionAmt | ProductCD | card1 | card2 | card3 | card4 | card5 | card6 | addr2 | dist1 | dist2 | P_emaildomain | R_emaildomain | C1 | C2 | C3 | C4 | C5 | C6 | C7 | C8 | C9 | C10 | C11 | C12 | C13 | C14 | D1 | D2 | D3 | D4 | D5 | D6 | D7 | D8 | D9 | D10 | D11 | D12 | D13 | D14 | D15 | M1 | M2 | M3 | M4 | M5 | M6 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2987000 | 0 | 86400 | 68.5 | W | 13926 | NaN | 150.0 | discover | 142.0 | credit | 87.0 | 19.0 | NaN | NaN | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 1 | 14 | NaN | 13.0 | NaN | NaN | NaN | NaN | NaN | NaN | 13.0 | 13.0 | NaN | NaN | NaN | 0.0 | T | T | T | M2 | F | T |
| 1 | 2987001 | 0 | 86401 | 29.0 | W | 2755 | 404.0 | 150.0 | mastercard | 102.0 | credit | 87.0 | NaN | NaN | gmail.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | M0 | T | T |
| 2 | 2987002 | 0 | 86469 | 59.0 | W | 4663 | 490.0 | 150.0 | visa | 166.0 | debit | 87.0 | 287.0 | NaN | outlook.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | 0.0 | 315.0 | NaN | NaN | NaN | 315.0 | T | T | T | M0 | F | F |
| 3 | 2987003 | 0 | 86499 | 50.0 | W | 18132 | 567.0 | 150.0 | mastercard | 117.0 | debit | 87.0 | NaN | NaN | yahoo.com | NaN | 2 | 5 | 0 | 0 | 0 | 4 | 0 | 0 | 1 | 0 | 1 | 0 | 25 | 1 | 112 | 112.0 | 0.0 | 94.0 | 0.0 | NaN | NaN | NaN | NaN | 84.0 | NaN | NaN | NaN | NaN | 111.0 | NaN | NaN | NaN | M0 | T | F |
| 4 | 2987004 | 0 | 86506 | 50.0 | H | 4497 | 514.0 | 150.0 | mastercard | 102.0 | credit | 87.0 | NaN | NaN | gmail.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 2987005 | 0 | 86510 | 49.0 | W | 5937 | 555.0 | 150.0 | visa | 226.0 | debit | 87.0 | 36.0 | NaN | gmail.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | T | T | T | M1 | F | T |
| 6 | 2987006 | 0 | 86522 | 159.0 | W | 12308 | 360.0 | 150.0 | visa | 166.0 | debit | 87.0 | 0.0 | NaN | yahoo.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | T | T | T | M0 | F | F |
| 7 | 2987007 | 0 | 86529 | 422.5 | W | 12695 | 490.0 | 150.0 | visa | 226.0 | debit | 87.0 | NaN | NaN | mail.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | M0 | F | F |
| 8 | 2987008 | 0 | 86535 | 15.0 | H | 2803 | 100.0 | 150.0 | visa | 226.0 | debit | 87.0 | NaN | NaN | anonymous.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 2987009 | 0 | 86536 | 117.0 | W | 17399 | 111.0 | 150.0 | mastercard | 224.0 | debit | 87.0 | 19.0 | NaN | yahoo.com | NaN | 2 | 2 | 0 | 0 | 0 | 3 | 0 | 0 | 3 | 0 | 1 | 0 | 12 | 2 | 61 | 61.0 | 30.0 | 318.0 | 30.0 | NaN | NaN | NaN | NaN | 40.0 | 302.0 | NaN | NaN | NaN | 318.0 | T | T | T | M0 | T | T |
Last rows
| TransactionID | isFraud | TransactionDT | TransactionAmt | ProductCD | card1 | card2 | card3 | card4 | card5 | card6 | addr2 | dist1 | dist2 | P_emaildomain | R_emaildomain | C1 | C2 | C3 | C4 | C5 | C6 | C7 | C8 | C9 | C10 | C11 | C12 | C13 | C14 | D1 | D2 | D3 | D4 | D5 | D6 | D7 | D8 | D9 | D10 | D11 | D12 | D13 | D14 | D15 | M1 | M2 | M3 | M4 | M5 | M6 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9989 | 2996989 | 0 | 312950 | 31.950 | W | 1546 | 111.0 | 150.0 | visa | 226.0 | debit | 87.0 | 4.0 | NaN | anonymous.com | NaN | 116 | 98 | 0 | 0 | 162 | 81 | 0 | 0 | 68 | 0 | 69 | 0 | 592 | 102 | 90 | 90.0 | 30.0 | 182.0 | 30.0 | NaN | NaN | NaN | NaN | 487.0 | 275.0 | NaN | NaN | NaN | 487.0 | T | T | T | NaN | NaN | T |
| 9990 | 2996990 | 0 | 312972 | 29.000 | W | 12741 | 106.0 | 150.0 | visa | 226.0 | debit | 87.0 | 7.0 | NaN | gmail.com | NaN | 9 | 13 | 0 | 0 | 1 | 10 | 0 | 0 | 7 | 0 | 7 | 0 | 116 | 6 | 205 | 205.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | 136.0 | NaN | NaN | NaN | NaN | NaN | T | T | T | M0 | T | F |
| 9991 | 2996991 | 0 | 313030 | 20.000 | H | 6924 | 555.0 | 150.0 | mastercard | 117.0 | debit | 87.0 | NaN | NaN | hotmail.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9992 | 2996992 | 0 | 313042 | 107.950 | W | 7919 | 194.0 | 150.0 | mastercard | 166.0 | debit | 87.0 | 2.0 | NaN | NaN | NaN | 16 | 13 | 0 | 0 | 14 | 11 | 0 | 0 | 8 | 0 | 11 | 0 | 35 | 13 | 156 | 156.0 | 29.0 | NaN | NaN | NaN | NaN | NaN | NaN | 277.0 | NaN | NaN | NaN | NaN | NaN | T | T | F | NaN | NaN | F |
| 9993 | 2996993 | 0 | 313044 | 50.000 | H | 3998 | 399.0 | 150.0 | american express | 223.0 | credit | 87.0 | NaN | NaN | yahoo.com | gmail.com | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | 107.583336 | 0.583333 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9994 | 2996994 | 0 | 313058 | 79.754 | C | 7794 | 266.0 | 185.0 | mastercard | 102.0 | credit | NaN | NaN | NaN | gmail.com | gmail.com | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | M0 | NaN | NaN |
| 9995 | 2996995 | 0 | 313063 | 40.000 | H | 13052 | 254.0 | 150.0 | visa | 226.0 | debit | 87.0 | NaN | NaN | gmail.com | NaN | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9996 | 2996996 | 0 | 313068 | 57.000 | W | 11137 | NaN | 150.0 | visa | 226.0 | debit | 87.0 | 0.0 | NaN | mail.com | NaN | 52 | 39 | 0 | 0 | 11 | 34 | 0 | 0 | 32 | 0 | 37 | 0 | 120 | 34 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 349.0 | 340.0 | NaN | NaN | NaN | NaN | T | T | T | M0 | T | F |
| 9997 | 2996997 | 0 | 313099 | 108.950 | W | 15627 | 239.0 | 150.0 | mastercard | 224.0 | debit | 87.0 | 7.0 | NaN | NaN | NaN | 12 | 12 | 0 | 0 | 10 | 12 | 0 | 0 | 9 | 0 | 10 | 0 | 33 | 10 | 101 | 101.0 | 13.0 | NaN | NaN | NaN | NaN | NaN | NaN | 101.0 | 44.0 | NaN | NaN | NaN | 101.0 | T | T | T | NaN | NaN | F |
| 9998 | 2996998 | 0 | 313110 | 160.950 | W | 7207 | 111.0 | 150.0 | visa | 226.0 | debit | 87.0 | NaN | NaN | gmail.com | NaN | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 1 | 25 | 25.0 | 25.0 | 25.0 | 25.0 | NaN | NaN | NaN | NaN | 25.0 | NaN | NaN | NaN | NaN | 25.0 | NaN | NaN | NaN | NaN | NaN | F |